Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 5700 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 479 |
| Duplicate rows (%) | 8.4% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 260.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 4 |
| Text | 2 |
| Dataset has 479 (8.4%) duplicate rows | Duplicates |
Day Charge is highly overall correlated with Day Mins | High correlation |
Day Mins is highly overall correlated with Day Charge | High correlation |
Eve Charge is highly overall correlated with Eve Mins | High correlation |
Eve Mins is highly overall correlated with Eve Charge | High correlation |
Intl Charge is highly overall correlated with Intl Mins | High correlation |
Intl Mins is highly overall correlated with Intl Charge | High correlation |
Night Charge is highly overall correlated with Night Mins | High correlation |
Night Mins is highly overall correlated with Night Charge | High correlation |
VMail Message is highly overall correlated with VMail Plan | High correlation |
VMail Plan is highly overall correlated with VMail Message | High correlation |
Churn is uniformly distributed | Uniform |
VMail Message has 4382 (76.9%) zeros | Zeros |
CustServ Calls has 1146 (20.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-31 14:56:05.867641 |
|---|---|
| Analysis finished | 2025-10-31 14:56:39.833966 |
| Duration | 33.97 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
Account Length
Real number (ℝ)
| Distinct | 212 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.42158 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 75 |
| median | 101 |
| Q3 | 127 |
| 95-th percentile | 169 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 39.52821 |
|---|---|
| Coefficient of variation (CV) | 0.38974161 |
| Kurtosis | -0.054424627 |
| Mean | 101.42158 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0.090677977 |
| Sum | 578103 |
| Variance | 1562.4794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93 | 83 | 1.5% |
| 108 | 76 | 1.3% |
| 88 | 76 | 1.3% |
| 100 | 76 | 1.3% |
| 119 | 74 | 1.3% |
| 105 | 74 | 1.3% |
| 127 | 69 | 1.2% |
| 101 | 68 | 1.2% |
| 113 | 67 | 1.2% |
| 76 | 67 | 1.2% |
| Other values (202) | 4970 |
| Value | Count | Frequency (%) |
| 1 | 14 | |
| 2 | 7 | |
| 3 | 5 | 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 243 | 1 | < 0.1% |
| 232 | 1 | < 0.1% |
| 225 | 7 | |
| 224 | 4 | |
| 221 | 1 | < 0.1% |
| 217 | 2 | < 0.1% |
| 215 | 1 | < 0.1% |
| 212 | 4 | |
| 210 | 2 | < 0.1% |
| 209 | 9 |
VMail Message
Real number (ℝ)
High correlation Zeros
| Distinct | 46 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8421053 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 4382 |
| Zeros (%) | 76.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 36 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.979636 |
|---|---|
| Coefficient of variation (CV) | 1.8970237 |
| Kurtosis | 0.69957509 |
| Mean | 6.8421053 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5300356 |
| Sum | 39000 |
| Variance | 168.47094 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4382 | |
| 29 | 97 | 1.7% |
| 31 | 85 | 1.5% |
| 28 | 79 | 1.4% |
| 26 | 77 | 1.4% |
| 33 | 77 | 1.4% |
| 32 | 62 | 1.1% |
| 36 | 62 | 1.1% |
| 27 | 60 | 1.1% |
| 30 | 51 | 0.9% |
| Other values (36) | 668 | 11.7% |
| Value | Count | Frequency (%) |
| 0 | 4382 | |
| 4 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 6 | 0.1% |
| 13 | 4 | 0.1% |
| 14 | 7 | 0.1% |
| 15 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 51 | 1 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 1 | < 0.1% |
| 48 | 5 | 0.1% |
| 47 | 3 | 0.1% |
| 46 | 4 | 0.1% |
| 45 | 12 | |
| 44 | 14 | |
| 43 | 9 | 0.2% |
| 42 | 29 |
Day Mins
Real number (ℝ)
High correlation
| Distinct | 1667 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 191.04302 |
| Minimum | 0 |
|---|---|
| Maximum | 350.8 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 89.7 |
| Q1 | 145.6 |
| median | 189.1 |
| Q3 | 239 |
| 95-th percentile | 291.8 |
| Maximum | 350.8 |
| Range | 350.8 |
| Interquartile range (IQR) | 93.4 |
Descriptive statistics
| Standard deviation | 62.753767 |
|---|---|
| Coefficient of variation (CV) | 0.32847977 |
| Kurtosis | -0.52736258 |
| Mean | 191.04302 |
| Median Absolute Deviation (MAD) | 46.7 |
| Skewness | 0.006447424 |
| Sum | 1088945.2 |
| Variance | 3938.0353 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 242.2 | 21 | 0.4% |
| 278 | 19 | 0.3% |
| 143.2 | 18 | 0.3% |
| 162.3 | 18 | 0.3% |
| 154 | 18 | 0.3% |
| 167.8 | 17 | 0.3% |
| 239.7 | 17 | 0.3% |
| 259.4 | 16 | 0.3% |
| 256.4 | 16 | 0.3% |
| 255.1 | 16 | 0.3% |
| Other values (1657) | 5524 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 2.6 | 1 | < 0.1% |
| 7.8 | 1 | < 0.1% |
| 7.9 | 1 | < 0.1% |
| 12.5 | 1 | < 0.1% |
| 17.6 | 1 | < 0.1% |
| 18.9 | 1 | < 0.1% |
| 19.5 | 1 | < 0.1% |
| 25.9 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 350.8 | 3 | |
| 346.8 | 5 | |
| 345.3 | 7 | |
| 337.4 | 4 | |
| 335.5 | 6 | |
| 334.3 | 4 | |
| 332.9 | 5 | |
| 329.8 | 5 | |
| 328.1 | 7 | |
| 326.5 | 3 |
Eve Mins
Real number (ℝ)
High correlation
| Distinct | 1611 |
|---|---|
| Distinct (%) | 28.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 205.45982 |
| Minimum | 0 |
|---|---|
| Maximum | 363.7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 120.5 |
| Q1 | 169.775 |
| median | 206.35 |
| Q3 | 240.925 |
| 95-th percentile | 288.4 |
| Maximum | 363.7 |
| Range | 363.7 |
| Interquartile range (IQR) | 71.15 |
Descriptive statistics
| Standard deviation | 51.535524 |
|---|---|
| Coefficient of variation (CV) | 0.25083018 |
| Kurtosis | 0.013039555 |
| Mean | 205.45982 |
| Median Absolute Deviation (MAD) | 36.2 |
| Skewness | 0.026267533 |
| Sum | 1171121 |
| Variance | 2655.9103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 211.3 | 24 | 0.4% |
| 226.1 | 24 | 0.4% |
| 205.7 | 20 | 0.4% |
| 253.4 | 20 | 0.4% |
| 176.7 | 20 | 0.4% |
| 169.9 | 20 | 0.4% |
| 167.9 | 19 | 0.3% |
| 230 | 18 | 0.3% |
| 267.8 | 18 | 0.3% |
| 169.8 | 18 | 0.3% |
| Other values (1601) | 5499 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 31.2 | 1 | |
| 42.2 | 1 | |
| 42.5 | 1 | |
| 43.9 | 1 | |
| 48.1 | 1 | |
| 49.2 | 1 | |
| 52.9 | 1 | |
| 56 | 1 | |
| 58.6 | 1 |
| Value | Count | Frequency (%) |
| 363.7 | 8 | |
| 361.8 | 1 | < 0.1% |
| 354.2 | 1 | < 0.1% |
| 351.6 | 1 | < 0.1% |
| 350.9 | 7 | |
| 350.5 | 3 | 0.1% |
| 348.5 | 1 | < 0.1% |
| 347.3 | 7 | |
| 341.3 | 1 | < 0.1% |
| 339.9 | 9 |
Night Mins
Real number (ℝ)
High correlation
| Distinct | 1591 |
|---|---|
| Distinct (%) | 27.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 202.87554 |
| Minimum | 23.2 |
|---|---|
| Maximum | 395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 23.2 |
|---|---|
| 5-th percentile | 122.2 |
| Q1 | 169 |
| median | 203.7 |
| Q3 | 238.4 |
| 95-th percentile | 283.6 |
| Maximum | 395 |
| Range | 371.8 |
| Interquartile range (IQR) | 69.4 |
Descriptive statistics
| Standard deviation | 49.510957 |
|---|---|
| Coefficient of variation (CV) | 0.24404596 |
| Kurtosis | 0.055614001 |
| Mean | 202.87554 |
| Median Absolute Deviation (MAD) | 34.7 |
| Skewness | 0.001119508 |
| Sum | 1156390.6 |
| Variance | 2451.3349 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 214.2 | 26 | 0.5% |
| 214.5 | 21 | 0.4% |
| 255.3 | 21 | 0.4% |
| 178.1 | 21 | 0.4% |
| 191.4 | 20 | 0.4% |
| 194.1 | 19 | 0.3% |
| 203.7 | 19 | 0.3% |
| 224.7 | 18 | 0.3% |
| 212.3 | 17 | 0.3% |
| 245 | 17 | 0.3% |
| Other values (1581) | 5501 |
| Value | Count | Frequency (%) |
| 23.2 | 1 | < 0.1% |
| 43.7 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 47.4 | 5 | |
| 50.1 | 2 | < 0.1% |
| 53.3 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| 54.5 | 1 | < 0.1% |
| 56.6 | 1 | < 0.1% |
| 57.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 395 | 1 | < 0.1% |
| 381.9 | 1 | < 0.1% |
| 377.5 | 1 | < 0.1% |
| 367.7 | 1 | < 0.1% |
| 364.9 | 1 | < 0.1% |
| 364.3 | 1 | < 0.1% |
| 354.9 | 10 | |
| 352.5 | 1 | < 0.1% |
| 352.2 | 1 | < 0.1% |
| 350.2 | 1 | < 0.1% |
Intl Mins
Real number (ℝ)
High correlation
| Distinct | 162 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.406 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 18 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.8 |
| Q1 | 8.6 |
| median | 10.4 |
| Q3 | 12.3 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.7 |
Descriptive statistics
| Standard deviation | 2.7991537 |
|---|---|
| Coefficient of variation (CV) | 0.2689942 |
| Kurtosis | 0.33232389 |
| Mean | 10.406 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.12606241 |
| Sum | 59314.2 |
| Variance | 7.8352614 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.9 | 109 | 1.9% |
| 11 | 101 | 1.8% |
| 11.1 | 99 | 1.7% |
| 11.5 | 97 | 1.7% |
| 10 | 97 | 1.7% |
| 8.8 | 94 | 1.6% |
| 10.3 | 92 | 1.6% |
| 11.3 | 90 | 1.6% |
| 10.1 | 89 | 1.6% |
| 8.9 | 88 | 1.5% |
| Other values (152) | 4744 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 1.1 | 1 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 2 | 6 | 0.1% |
| 2.1 | 2 | < 0.1% |
| 2.2 | 1 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| 2.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 2 | < 0.1% |
| 18.9 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.3 | 6 | |
| 18.2 | 2 | < 0.1% |
| 18 | 3 | 0.1% |
| 17.9 | 10 | |
| 17.8 | 2 | < 0.1% |
| 17.6 | 7 | |
| 17.5 | 8 |
CustServ Calls
Real number (ℝ)
Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8540351 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 1146 |
| Zeros (%) | 20.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6104457 |
|---|---|
| Coefficient of variation (CV) | 0.8686166 |
| Kurtosis | 1.0205833 |
| Mean | 1.8540351 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0348445 |
| Sum | 10568 |
| Variance | 2.5935352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1772 | |
| 2 | 1161 | |
| 0 | 1146 | |
| 3 | 667 | 11.7% |
| 4 | 538 | 9.4% |
| 5 | 270 | 4.7% |
| 6 | 90 | 1.6% |
| 7 | 31 | 0.5% |
| 9 | 14 | 0.2% |
| 8 | 11 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1146 | |
| 1 | 1772 | |
| 2 | 1161 | |
| 3 | 667 | 11.7% |
| 4 | 538 | 9.4% |
| 5 | 270 | 4.7% |
| 6 | 90 | 1.6% |
| 7 | 31 | 0.5% |
| 8 | 11 | 0.2% |
| 9 | 14 | 0.2% |
| Value | Count | Frequency (%) |
| 9 | 14 | 0.2% |
| 8 | 11 | 0.2% |
| 7 | 31 | 0.5% |
| 6 | 90 | 1.6% |
| 5 | 270 | 4.7% |
| 4 | 538 | 9.4% |
| 3 | 667 | 11.7% |
| 2 | 1161 | |
| 1 | 1772 | |
| 0 | 1146 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4696 | |
| 1 | 1004 | 17.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4696 | |
| 1 | 1004 | 17.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4696 | |
| 1 | 1004 | 17.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4696 | |
| 1 | 1004 | 17.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4696 | |
| 1 | 1004 | 17.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4696 | |
| 1 | 1004 | 17.6% |
VMail Plan
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 278.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4382 | |
| 1 | 1318 | 23.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4382 | |
| 1 | 1318 | 23.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4382 | |
| 1 | 1318 | 23.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4382 | |
| 1 | 1318 | 23.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4382 | |
| 1 | 1318 | 23.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4382 | |
| 1 | 1318 | 23.1% |
Day Calls
Real number (ℝ)
| Distinct | 119 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.58912 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 134 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.56904 |
|---|---|
| Coefficient of variation (CV) | 0.20448573 |
| Kurtosis | 0.40851804 |
| Mean | 100.58912 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.19191152 |
| Sum | 573358 |
| Variance | 423.08541 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 106 | 138 | 2.4% |
| 105 | 137 | 2.4% |
| 108 | 136 | 2.4% |
| 112 | 120 | 2.1% |
| 95 | 118 | 2.1% |
| 104 | 116 | 2.0% |
| 101 | 115 | 2.0% |
| 99 | 114 | 2.0% |
| 91 | 114 | 2.0% |
| 103 | 112 | 2.0% |
| Other values (109) | 4480 |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.1% |
| 30 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 42 | 8 | |
| 44 | 18 | |
| 45 | 8 | |
| 47 | 8 | |
| 48 | 11 |
| Value | Count | Frequency (%) |
| 165 | 7 | |
| 163 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 158 | 3 | 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 6 | |
| 152 | 1 | < 0.1% |
| 151 | 14 | |
| 150 | 6 | |
| 149 | 1 | < 0.1% |
Day Charge
Real number (ℝ)
High correlation
| Distinct | 1667 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.477846 |
| Minimum | 0 |
|---|---|
| Maximum | 59.64 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.25 |
| Q1 | 24.75 |
| median | 32.15 |
| Q3 | 40.63 |
| 95-th percentile | 49.61 |
| Maximum | 59.64 |
| Range | 59.64 |
| Interquartile range (IQR) | 15.88 |
Descriptive statistics
| Standard deviation | 10.66818 |
|---|---|
| Coefficient of variation (CV) | 0.3284756 |
| Kurtosis | -0.52728316 |
| Mean | 32.477846 |
| Median Absolute Deviation (MAD) | 7.94 |
| Skewness | 0.0064476652 |
| Sum | 185123.72 |
| Variance | 113.81006 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41.17 | 21 | 0.4% |
| 47.26 | 19 | 0.3% |
| 24.34 | 18 | 0.3% |
| 27.59 | 18 | 0.3% |
| 26.18 | 18 | 0.3% |
| 28.53 | 17 | 0.3% |
| 40.75 | 17 | 0.3% |
| 44.1 | 16 | 0.3% |
| 43.59 | 16 | 0.3% |
| 43.37 | 16 | 0.3% |
| Other values (1657) | 5524 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.44 | 1 | < 0.1% |
| 1.33 | 1 | < 0.1% |
| 1.34 | 1 | < 0.1% |
| 2.13 | 1 | < 0.1% |
| 2.99 | 1 | < 0.1% |
| 3.21 | 1 | < 0.1% |
| 3.32 | 1 | < 0.1% |
| 4.4 | 1 | < 0.1% |
| 4.59 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 59.64 | 3 | |
| 58.96 | 5 | |
| 58.7 | 7 | |
| 57.36 | 4 | |
| 57.04 | 6 | |
| 56.83 | 4 | |
| 56.59 | 5 | |
| 56.07 | 5 | |
| 55.78 | 7 | |
| 55.51 | 3 |
Eve Calls
Real number (ℝ)
| Distinct | 123 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.22895 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.696273 |
|---|---|
| Coefficient of variation (CV) | 0.19651282 |
| Kurtosis | 0.18450815 |
| Mean | 100.22895 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.0046677901 |
| Sum | 571305 |
| Variance | 387.94319 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 94 | 156 | 2.7% |
| 102 | 137 | 2.4% |
| 96 | 133 | 2.3% |
| 110 | 128 | 2.2% |
| 108 | 127 | 2.2% |
| 97 | 126 | 2.2% |
| 88 | 125 | 2.2% |
| 105 | 123 | 2.2% |
| 111 | 120 | 2.1% |
| 92 | 118 | 2.1% |
| Other values (113) | 4407 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 46 | 3 | 0.1% |
| 48 | 18 |
| Value | Count | Frequency (%) |
| 170 | 1 | < 0.1% |
| 168 | 8 | |
| 164 | 1 | < 0.1% |
| 159 | 9 | |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 3 | 0.1% |
| 154 | 2 | < 0.1% |
| 153 | 1 | < 0.1% |
| 152 | 6 |
Eve Charge
Real number (ℝ)
High correlation
| Distinct | 1440 |
|---|---|
| Distinct (%) | 25.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.464219 |
| Minimum | 0 |
|---|---|
| Maximum | 30.91 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.24 |
| Q1 | 14.4275 |
| median | 17.54 |
| Q3 | 20.4825 |
| 95-th percentile | 24.51 |
| Maximum | 30.91 |
| Range | 30.91 |
| Interquartile range (IQR) | 6.055 |
Descriptive statistics
| Standard deviation | 4.3804281 |
|---|---|
| Coefficient of variation (CV) | 0.25082301 |
| Kurtosis | 0.012968658 |
| Mean | 17.464219 |
| Median Absolute Deviation (MAD) | 3.075 |
| Skewness | 0.026256104 |
| Sum | 99546.05 |
| Variance | 19.18815 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.71 | 26 | 0.5% |
| 17.96 | 24 | 0.4% |
| 19.22 | 24 | 0.4% |
| 17.65 | 24 | 0.4% |
| 17.48 | 23 | 0.4% |
| 15.02 | 20 | 0.4% |
| 21.54 | 20 | 0.4% |
| 20.09 | 20 | 0.4% |
| 14.44 | 20 | 0.4% |
| 14.37 | 19 | 0.3% |
| Other values (1430) | 5480 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2.65 | 1 | |
| 3.59 | 1 | |
| 3.61 | 1 | |
| 3.73 | 1 | |
| 4.09 | 1 | |
| 4.18 | 1 | |
| 4.5 | 1 | |
| 4.76 | 1 | |
| 4.98 | 1 |
| Value | Count | Frequency (%) |
| 30.91 | 8 | |
| 30.75 | 1 | < 0.1% |
| 30.11 | 1 | < 0.1% |
| 29.89 | 1 | < 0.1% |
| 29.83 | 7 | |
| 29.79 | 3 | 0.1% |
| 29.62 | 1 | < 0.1% |
| 29.52 | 7 | |
| 29.01 | 1 | < 0.1% |
| 28.89 | 9 |
Night Calls
Real number (ℝ)
| Distinct | 120 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.05386 |
| Minimum | 33 |
|---|---|
| Maximum | 175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 86 |
| median | 100 |
| Q3 | 114 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 142 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 19.671484 |
|---|---|
| Coefficient of variation (CV) | 0.19660894 |
| Kurtosis | -0.20384578 |
| Mean | 100.05386 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.056681806 |
| Sum | 570307 |
| Variance | 386.96727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 106 | 141 | 2.5% |
| 104 | 129 | 2.3% |
| 100 | 125 | 2.2% |
| 98 | 124 | 2.2% |
| 105 | 123 | 2.2% |
| 102 | 121 | 2.1% |
| 97 | 115 | 2.0% |
| 91 | 114 | 2.0% |
| 95 | 111 | 1.9% |
| 94 | 108 | 1.9% |
| Other values (110) | 4489 |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 42 | 2 | < 0.1% |
| 44 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 48 | 1 | < 0.1% |
| 49 | 9 | |
| 50 | 2 | < 0.1% |
| 51 | 8 |
| Value | Count | Frequency (%) |
| 175 | 1 | < 0.1% |
| 166 | 1 | < 0.1% |
| 164 | 1 | < 0.1% |
| 158 | 7 | |
| 157 | 2 | < 0.1% |
| 156 | 2 | < 0.1% |
| 155 | 2 | < 0.1% |
| 154 | 2 | < 0.1% |
| 153 | 3 | 0.1% |
| 152 | 11 |
Night Charge
Real number (ℝ)
High correlation
| Distinct | 933 |
|---|---|
| Distinct (%) | 16.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.1294596 |
| Minimum | 1.04 |
|---|---|
| Maximum | 17.77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 1.04 |
|---|---|
| 5-th percentile | 5.5 |
| Q1 | 7.61 |
| median | 9.17 |
| Q3 | 10.73 |
| 95-th percentile | 12.76 |
| Maximum | 17.77 |
| Range | 16.73 |
| Interquartile range (IQR) | 3.12 |
Descriptive statistics
| Standard deviation | 2.2280496 |
|---|---|
| Coefficient of variation (CV) | 0.24405054 |
| Kurtosis | 0.055572006 |
| Mean | 9.1294596 |
| Median Absolute Deviation (MAD) | 1.56 |
| Skewness | 0.00098296522 |
| Sum | 52037.92 |
| Variance | 4.964205 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.01 | 37 | 0.6% |
| 9.64 | 35 | 0.6% |
| 9.4 | 33 | 0.6% |
| 7.79 | 30 | 0.5% |
| 8.88 | 29 | 0.5% |
| 9.45 | 27 | 0.5% |
| 9.18 | 26 | 0.5% |
| 6.12 | 25 | 0.4% |
| 10.22 | 25 | 0.4% |
| 9.65 | 25 | 0.4% |
| Other values (923) | 5408 |
| Value | Count | Frequency (%) |
| 1.04 | 1 | < 0.1% |
| 1.97 | 1 | < 0.1% |
| 2.03 | 1 | < 0.1% |
| 2.13 | 5 | |
| 2.25 | 2 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.43 | 1 | < 0.1% |
| 2.45 | 1 | < 0.1% |
| 2.55 | 1 | < 0.1% |
| 2.59 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 17.77 | 1 | < 0.1% |
| 17.19 | 1 | < 0.1% |
| 16.99 | 1 | < 0.1% |
| 16.55 | 1 | < 0.1% |
| 16.42 | 1 | < 0.1% |
| 16.39 | 1 | < 0.1% |
| 15.97 | 10 | |
| 15.86 | 1 | < 0.1% |
| 15.85 | 1 | < 0.1% |
| 15.76 | 1 | < 0.1% |
Intl Calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3531579 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 18 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.517672 |
|---|---|
| Coefficient of variation (CV) | 0.57835531 |
| Kurtosis | 3.8108446 |
| Mean | 4.3531579 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.4912706 |
| Sum | 24813 |
| Variance | 6.3386723 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1195 | |
| 2 | 995 | |
| 4 | 985 | |
| 5 | 717 | |
| 6 | 535 | |
| 7 | 357 | 6.3% |
| 1 | 317 | 5.6% |
| 8 | 185 | 3.2% |
| 9 | 177 | 3.1% |
| 10 | 83 | 1.5% |
| Other values (11) | 154 | 2.7% |
| Value | Count | Frequency (%) |
| 0 | 18 | 0.3% |
| 1 | 317 | 5.6% |
| 2 | 995 | |
| 3 | 1195 | |
| 4 | 985 | |
| 5 | 717 | |
| 6 | 535 | |
| 7 | 357 | 6.3% |
| 8 | 185 | 3.2% |
| 9 | 177 | 3.1% |
| Value | Count | Frequency (%) |
| 20 | 6 | 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 3 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 26 | |
| 14 | 10 | 0.2% |
| 13 | 18 | 0.3% |
| 12 | 19 | 0.3% |
| 11 | 50 |
Intl Charge
Real number (ℝ)
High correlation
| Distinct | 162 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8101351 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 18 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.57 |
| Q1 | 2.32 |
| median | 2.81 |
| Q3 | 3.32 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.75577194 |
|---|---|
| Coefficient of variation (CV) | 0.26894506 |
| Kurtosis | 0.33139518 |
| Mean | 2.8101351 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | -0.12639617 |
| Sum | 16017.77 |
| Variance | 0.57119123 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.94 | 109 | 1.9% |
| 2.97 | 101 | 1.8% |
| 3 | 99 | 1.7% |
| 3.11 | 97 | 1.7% |
| 2.7 | 97 | 1.7% |
| 2.38 | 94 | 1.6% |
| 2.78 | 92 | 1.6% |
| 3.05 | 90 | 1.6% |
| 2.73 | 89 | 1.6% |
| 2.4 | 88 | 1.5% |
| Other values (152) | 4744 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 0.3 | 1 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.54 | 6 | 0.1% |
| 0.57 | 2 | < 0.1% |
| 0.59 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.73 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 2 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 4.97 | 1 | < 0.1% |
| 4.94 | 6 | |
| 4.91 | 2 | < 0.1% |
| 4.86 | 3 | 0.1% |
| 4.83 | 10 | |
| 4.81 | 2 | < 0.1% |
| 4.75 | 7 | |
| 4.73 | 8 |
State
Text
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 284.0 KiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KS |
|---|---|
| 2nd row | OH |
| 3rd row | NJ |
| 4th row | OH |
| 5th row | OK |
| Value | Count | Frequency (%) |
| ny | 168 | 2.9% |
| wv | 159 | 2.8% |
| tx | 158 | 2.8% |
| nj | 155 | 2.7% |
| mn | 155 | 2.7% |
| mi | 151 | 2.6% |
| md | 149 | 2.6% |
| ks | 143 | 2.5% |
| or | 142 | 2.5% |
| nv | 137 | 2.4% |
| Other values (41) | 4183 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1290 | 11.3% |
| M | 1148 | 10.1% |
| A | 1138 | 10.0% |
| I | 800 | 7.0% |
| T | 713 | 6.3% |
| C | 632 | 5.5% |
| D | 626 | 5.5% |
| O | 575 | 5.0% |
| W | 539 | 4.7% |
| V | 503 | 4.4% |
| Other values (14) | 3436 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11400 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 1290 | 11.3% |
| M | 1148 | 10.1% |
| A | 1138 | 10.0% |
| I | 800 | 7.0% |
| T | 713 | 6.3% |
| C | 632 | 5.5% |
| D | 626 | 5.5% |
| O | 575 | 5.0% |
| W | 539 | 4.7% |
| V | 503 | 4.4% |
| Other values (14) | 3436 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11400 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 1290 | 11.3% |
| M | 1148 | 10.1% |
| A | 1138 | 10.0% |
| I | 800 | 7.0% |
| T | 713 | 6.3% |
| C | 632 | 5.5% |
| D | 626 | 5.5% |
| O | 575 | 5.0% |
| W | 539 | 4.7% |
| V | 503 | 4.4% |
| Other values (14) | 3436 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11400 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 1290 | 11.3% |
| M | 1148 | 10.1% |
| A | 1138 | 10.0% |
| I | 800 | 7.0% |
| T | 713 | 6.3% |
| C | 632 | 5.5% |
| D | 626 | 5.5% |
| O | 575 | 5.0% |
| W | 539 | 4.7% |
| V | 503 | 4.4% |
| Other values (14) | 3436 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 415 |
|---|---|
| 2nd row | 415 |
| 3rd row | 415 |
| 4th row | 408 |
| 5th row | 415 |
Common Values
| Value | Count | Frequency (%) |
| 415 | 2767 | |
| 510 | 1479 | |
| 408 | 1454 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 415 | 2767 | |
| 510 | 1479 | |
| 408 | 1454 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4246 | |
| 5 | 4246 | |
| 4 | 4221 | |
| 0 | 2933 | |
| 8 | 1454 | 8.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17100 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4246 | |
| 5 | 4246 | |
| 4 | 4221 | |
| 0 | 2933 | |
| 8 | 1454 | 8.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17100 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4246 | |
| 5 | 4246 | |
| 4 | 4221 | |
| 0 | 2933 | |
| 8 | 1454 | 8.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17100 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4246 | |
| 5 | 4246 | |
| 4 | 4221 | |
| 0 | 2933 | |
| 8 | 1454 | 8.5% |
Phone
Text
| Distinct | 3333 |
|---|---|
| Distinct (%) | 58.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 317.4 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 2854 ? |
|---|---|
| Unique (%) | 50.1% |
Sample
| 1st row | 382-4657 |
|---|---|
| 2nd row | 371-7191 |
| 3rd row | 358-1921 |
| 4th row | 375-9999 |
| 5th row | 330-6626 |
| Value | Count | Frequency (%) |
| 330-2635 | 14 | 0.2% |
| 360-1171 | 13 | 0.2% |
| 328-7833 | 12 | 0.2% |
| 394-8402 | 12 | 0.2% |
| 353-3372 | 11 | 0.2% |
| 348-7193 | 11 | 0.2% |
| 341-9890 | 11 | 0.2% |
| 385-8997 | 11 | 0.2% |
| 387-1116 | 11 | 0.2% |
| 369-3626 | 11 | 0.2% |
| Other values (3323) | 5583 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 7800 | |
| - | 5700 | |
| 4 | 4781 | |
| 7 | 3655 | |
| 9 | 3539 | |
| 6 | 3525 | |
| 8 | 3506 | |
| 5 | 3496 | |
| 1 | 3445 | |
| 2 | 3144 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 45600 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 7800 | |
| - | 5700 | |
| 4 | 4781 | |
| 7 | 3655 | |
| 9 | 3539 | |
| 6 | 3525 | |
| 8 | 3506 | |
| 5 | 3496 | |
| 1 | 3445 | |
| 2 | 3144 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 45600 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 7800 | |
| - | 5700 | |
| 4 | 4781 | |
| 7 | 3655 | |
| 9 | 3539 | |
| 6 | 3525 | |
| 8 | 3506 | |
| 5 | 3496 | |
| 1 | 3445 | |
| 2 | 3144 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 45600 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 7800 | |
| - | 5700 | |
| 4 | 4781 | |
| 7 | 3655 | |
| 9 | 3539 | |
| 6 | 3525 | |
| 8 | 3506 | |
| 5 | 3496 | |
| 1 | 3445 | |
| 2 | 3144 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 2850 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 2850 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 2850 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 2850 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 2850 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 2850 |
Interactions
Correlations
| Account Length | Area Code | Churn | CustServ Calls | Day Calls | Day Charge | Day Mins | Eve Calls | Eve Charge | Eve Mins | Intl Calls | Intl Charge | Intl Mins | Intl Plan | Night Calls | Night Charge | Night Mins | VMail Message | VMail Plan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account Length | 1.000 | 0.068 | 0.033 | 0.013 | 0.020 | 0.014 | 0.014 | 0.034 | -0.010 | -0.010 | 0.026 | 0.018 | 0.018 | 0.096 | 0.003 | -0.054 | -0.054 | 0.019 | 0.051 |
| Area Code | 0.068 | 1.000 | 0.018 | 0.074 | 0.065 | 0.065 | 0.065 | 0.064 | 0.078 | 0.079 | 0.079 | 0.038 | 0.038 | 0.046 | 0.051 | 0.033 | 0.035 | 0.038 | 0.000 |
| Churn | 0.033 | 0.018 | 1.000 | 0.330 | 0.076 | 0.393 | 0.394 | 0.048 | 0.118 | 0.118 | 0.130 | 0.101 | 0.101 | 0.290 | 0.069 | 0.071 | 0.073 | 0.182 | 0.151 |
| CustServ Calls | 0.013 | 0.074 | 0.330 | 1.000 | -0.017 | -0.174 | -0.174 | -0.002 | -0.081 | -0.081 | -0.022 | -0.038 | -0.038 | 0.109 | -0.015 | -0.043 | -0.043 | 0.004 | 0.100 |
| Day Calls | 0.020 | 0.065 | 0.076 | -0.017 | 1.000 | 0.039 | 0.039 | 0.023 | 0.017 | 0.017 | 0.007 | 0.006 | 0.006 | 0.100 | -0.026 | 0.009 | 0.009 | -0.014 | 0.046 |
| Day Charge | 0.014 | 0.065 | 0.393 | -0.174 | 0.039 | 1.000 | 1.000 | 0.020 | 0.151 | 0.151 | 0.029 | -0.002 | -0.002 | 0.100 | 0.049 | 0.065 | 0.065 | -0.106 | 0.161 |
| Day Mins | 0.014 | 0.065 | 0.394 | -0.174 | 0.039 | 1.000 | 1.000 | 0.020 | 0.151 | 0.151 | 0.029 | -0.002 | -0.002 | 0.100 | 0.049 | 0.065 | 0.065 | -0.106 | 0.161 |
| Eve Calls | 0.034 | 0.064 | 0.048 | -0.002 | 0.023 | 0.020 | 0.020 | 1.000 | 0.008 | 0.008 | 0.033 | -0.018 | -0.018 | 0.081 | 0.012 | -0.005 | -0.005 | 0.009 | 0.039 |
| Eve Charge | -0.010 | 0.078 | 0.118 | -0.081 | 0.017 | 0.151 | 0.151 | 0.008 | 1.000 | 1.000 | -0.007 | 0.013 | 0.013 | 0.076 | 0.044 | -0.007 | -0.007 | -0.029 | 0.036 |
| Eve Mins | -0.010 | 0.079 | 0.118 | -0.081 | 0.017 | 0.151 | 0.151 | 0.008 | 1.000 | 1.000 | -0.007 | 0.013 | 0.013 | 0.076 | 0.044 | -0.007 | -0.007 | -0.029 | 0.035 |
| Intl Calls | 0.026 | 0.079 | 0.130 | -0.022 | 0.007 | 0.029 | 0.029 | 0.033 | -0.007 | -0.007 | 1.000 | 0.037 | 0.037 | 0.150 | 0.012 | 0.019 | 0.019 | 0.040 | 0.059 |
| Intl Charge | 0.018 | 0.038 | 0.101 | -0.038 | 0.006 | -0.002 | -0.002 | -0.018 | 0.013 | 0.013 | 0.037 | 1.000 | 1.000 | 0.166 | 0.031 | -0.022 | -0.022 | 0.020 | 0.025 |
| Intl Mins | 0.018 | 0.038 | 0.101 | -0.038 | 0.006 | -0.002 | -0.002 | -0.018 | 0.013 | 0.013 | 0.037 | 1.000 | 1.000 | 0.166 | 0.031 | -0.022 | -0.022 | 0.020 | 0.025 |
| Intl Plan | 0.096 | 0.046 | 0.290 | 0.109 | 0.100 | 0.100 | 0.100 | 0.081 | 0.076 | 0.076 | 0.150 | 0.166 | 0.166 | 1.000 | 0.078 | 0.092 | 0.091 | 0.111 | 0.052 |
| Night Calls | 0.003 | 0.051 | 0.069 | -0.015 | -0.026 | 0.049 | 0.049 | 0.012 | 0.044 | 0.044 | 0.012 | 0.031 | 0.031 | 0.078 | 1.000 | 0.005 | 0.005 | 0.019 | 0.056 |
| Night Charge | -0.054 | 0.033 | 0.071 | -0.043 | 0.009 | 0.065 | 0.065 | -0.005 | -0.007 | -0.007 | 0.019 | -0.022 | -0.022 | 0.092 | 0.005 | 1.000 | 1.000 | -0.034 | 0.066 |
| Night Mins | -0.054 | 0.035 | 0.073 | -0.043 | 0.009 | 0.065 | 0.065 | -0.005 | -0.007 | -0.007 | 0.019 | -0.022 | -0.022 | 0.091 | 0.005 | 1.000 | 1.000 | -0.034 | 0.068 |
| VMail Message | 0.019 | 0.038 | 0.182 | 0.004 | -0.014 | -0.106 | -0.106 | 0.009 | -0.029 | -0.029 | 0.040 | 0.020 | 0.020 | 0.111 | 0.019 | -0.034 | -0.034 | 1.000 | 0.999 |
| VMail Plan | 0.051 | 0.000 | 0.151 | 0.100 | 0.046 | 0.161 | 0.161 | 0.039 | 0.036 | 0.035 | 0.059 | 0.025 | 0.025 | 0.052 | 0.056 | 0.066 | 0.068 | 0.999 | 1.000 |
Missing values
Sample
| Account Length | VMail Message | Day Mins | Eve Mins | Night Mins | Intl Mins | CustServ Calls | Intl Plan | VMail Plan | Day Calls | Day Charge | Eve Calls | Eve Charge | Night Calls | Night Charge | Intl Calls | Intl Charge | State | Area Code | Phone | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 128 | 25 | 265.1 | 197.4 | 244.7 | 10.0 | 1 | 0 | 1 | 110 | 45.07 | 99 | 16.78 | 91 | 11.01 | 3 | 2.70 | KS | 415 | 382-4657 | 0 |
| 1 | 107 | 26 | 161.6 | 195.5 | 254.4 | 13.7 | 1 | 0 | 1 | 123 | 27.47 | 103 | 16.62 | 103 | 11.45 | 3 | 3.70 | OH | 415 | 371-7191 | 0 |
| 2 | 137 | 0 | 243.4 | 121.2 | 162.6 | 12.2 | 0 | 0 | 0 | 114 | 41.38 | 110 | 10.30 | 104 | 7.32 | 5 | 3.29 | NJ | 415 | 358-1921 | 0 |
| 3 | 84 | 0 | 299.4 | 61.9 | 196.9 | 6.6 | 2 | 1 | 0 | 71 | 50.90 | 88 | 5.26 | 89 | 8.86 | 7 | 1.78 | OH | 408 | 375-9999 | 0 |
| 4 | 75 | 0 | 166.7 | 148.3 | 186.9 | 10.1 | 3 | 1 | 0 | 113 | 28.34 | 122 | 12.61 | 121 | 8.41 | 3 | 2.73 | OK | 415 | 330-6626 | 0 |
| 5 | 118 | 0 | 223.4 | 220.6 | 203.9 | 6.3 | 0 | 1 | 0 | 98 | 37.98 | 101 | 18.75 | 118 | 9.18 | 6 | 1.70 | AL | 510 | 391-8027 | 0 |
| 6 | 121 | 24 | 218.2 | 348.5 | 212.6 | 7.5 | 3 | 0 | 1 | 88 | 37.09 | 108 | 29.62 | 118 | 9.57 | 7 | 2.03 | MA | 510 | 355-9993 | 0 |
| 7 | 147 | 0 | 157.0 | 103.1 | 211.8 | 7.1 | 0 | 1 | 0 | 79 | 26.69 | 94 | 8.76 | 96 | 9.53 | 6 | 1.92 | MO | 415 | 329-9001 | 0 |
| 8 | 117 | 0 | 184.5 | 351.6 | 215.8 | 8.7 | 1 | 0 | 0 | 97 | 31.37 | 80 | 29.89 | 90 | 9.71 | 4 | 2.35 | LA | 408 | 335-4719 | 0 |
| 9 | 141 | 37 | 258.6 | 222.0 | 326.4 | 11.2 | 0 | 1 | 1 | 84 | 43.96 | 111 | 18.87 | 97 | 14.69 | 5 | 3.02 | WV | 415 | 330-8173 | 0 |
| Account Length | VMail Message | Day Mins | Eve Mins | Night Mins | Intl Mins | CustServ Calls | Intl Plan | VMail Plan | Day Calls | Day Charge | Eve Calls | Eve Charge | Night Calls | Night Charge | Intl Calls | Intl Charge | State | Area Code | Phone | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5690 | 149 | 0 | 119.2 | 168.3 | 204.7 | 12.2 | 4 | 0 | 0 | 88 | 20.26 | 110 | 14.31 | 119 | 9.21 | 6 | 3.29 | NH | 415 | 368-7706 | 1 |
| 5691 | 134 | 34 | 247.2 | 225.5 | 186.3 | 6.1 | 2 | 0 | 1 | 105 | 42.02 | 133 | 19.17 | 76 | 8.38 | 5 | 1.65 | NJ | 510 | 373-3959 | 1 |
| 5692 | 116 | 0 | 133.3 | 247.8 | 219.0 | 11.3 | 5 | 0 | 0 | 94 | 22.66 | 126 | 21.06 | 78 | 9.86 | 5 | 3.05 | MI | 408 | 379-2503 | 1 |
| 5693 | 74 | 0 | 282.5 | 219.9 | 170.0 | 9.4 | 1 | 0 | 0 | 114 | 48.03 | 48 | 18.69 | 115 | 7.65 | 4 | 2.54 | NV | 415 | 355-6837 | 1 |
| 5694 | 169 | 0 | 266.7 | 158.2 | 287.7 | 13.8 | 3 | 0 | 0 | 105 | 45.34 | 88 | 13.45 | 111 | 12.95 | 3 | 3.73 | TX | 408 | 379-5885 | 1 |
| 5695 | 224 | 0 | 171.5 | 160.0 | 212.4 | 5.0 | 1 | 1 | 0 | 99 | 29.16 | 103 | 13.60 | 102 | 9.56 | 2 | 1.35 | DE | 510 | 361-6563 | 1 |
| 5696 | 131 | 0 | 131.6 | 179.3 | 251.2 | 15.5 | 1 | 0 | 0 | 95 | 22.37 | 109 | 15.24 | 129 | 11.30 | 3 | 4.19 | MS | 415 | 333-9002 | 1 |
| 5697 | 132 | 0 | 291.2 | 234.2 | 191.7 | 8.9 | 1 | 0 | 0 | 104 | 49.50 | 132 | 19.91 | 87 | 8.63 | 3 | 2.40 | MI | 408 | 389-4608 | 1 |
| 5698 | 100 | 0 | 113.3 | 197.9 | 284.5 | 11.7 | 4 | 0 | 0 | 96 | 19.26 | 89 | 16.82 | 93 | 12.80 | 2 | 3.16 | MT | 415 | 341-4873 | 1 |
| 5699 | 147 | 0 | 274.0 | 231.8 | 283.6 | 6.2 | 0 | 0 | 0 | 92 | 46.58 | 82 | 19.70 | 83 | 12.76 | 1 | 1.67 | MD | 408 | 376-4292 | 1 |
Duplicate rows
Most frequently occurring
| Account Length | VMail Message | Day Mins | Eve Mins | Night Mins | Intl Mins | CustServ Calls | Intl Plan | VMail Plan | Day Calls | Day Charge | Eve Calls | Eve Charge | Night Calls | Night Charge | Intl Calls | Intl Charge | State | Area Code | Phone | Churn | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 58 | 57 | 0 | 115.0 | 122.3 | 245.0 | 6.4 | 0 | 1 | 0 | 65 | 19.55 | 96 | 10.40 | 75 | 11.03 | 1 | 1.73 | NJ | 510 | 330-2635 | 1 | 14 |
| 407 | 144 | 0 | 61.6 | 77.1 | 173.0 | 8.2 | 4 | 0 | 0 | 117 | 10.47 | 85 | 6.55 | 99 | 7.79 | 7 | 2.21 | NY | 408 | 360-1171 | 1 | 13 |
| 160 | 88 | 0 | 73.3 | 161.4 | 239.6 | 8.2 | 4 | 0 | 0 | 86 | 12.46 | 82 | 13.72 | 76 | 10.78 | 3 | 2.21 | SC | 510 | 394-8402 | 1 | 12 |
| 216 | 98 | 0 | 227.1 | 120.5 | 117.0 | 4.7 | 5 | 0 | 0 | 116 | 38.61 | 103 | 10.24 | 102 | 5.27 | 4 | 1.27 | AR | 415 | 328-7833 | 1 | 12 |
| 11 | 24 | 0 | 149.0 | 131.0 | 238.6 | 8.6 | 2 | 0 | 0 | 73 | 25.33 | 81 | 11.14 | 69 | 10.74 | 3 | 2.32 | DC | 408 | 369-3626 | 1 | 11 |
| 43 | 50 | 0 | 131.1 | 160.5 | 206.9 | 5.6 | 5 | 0 | 0 | 129 | 22.29 | 94 | 13.64 | 88 | 9.31 | 9 | 1.51 | WV | 408 | 348-7193 | 1 | 11 |
| 222 | 99 | 0 | 256.4 | 214.5 | 233.7 | 7.9 | 3 | 0 | 0 | 44 | 43.59 | 105 | 18.23 | 75 | 10.52 | 1 | 2.13 | OR | 408 | 353-3372 | 1 | 11 |
| 230 | 100 | 0 | 278.0 | 176.7 | 219.5 | 8.3 | 0 | 0 | 0 | 76 | 47.26 | 74 | 15.02 | 126 | 9.88 | 4 | 2.24 | OH | 510 | 385-8997 | 1 | 11 |
| 261 | 108 | 0 | 115.1 | 211.3 | 136.1 | 13.8 | 2 | 1 | 0 | 114 | 19.57 | 70 | 17.96 | 85 | 6.12 | 3 | 3.73 | MI | 408 | 341-9890 | 1 | 11 |
| 341 | 123 | 0 | 242.2 | 226.1 | 268.6 | 8.2 | 5 | 0 | 0 | 87 | 41.17 | 101 | 19.22 | 121 | 12.09 | 3 | 2.21 | WY | 415 | 387-1116 | 1 | 11 |